Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: CYR61

Gene summary for CYR61

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CYR61

Gene ID

3491

Gene namecellular communication network factor 1
Gene AliasCYR61
Cytomap1p22.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O00622


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
3491CYR61GSM4909285HumanBreastIDC3.53e-04-5.32e-010.21
3491CYR61GSM4909286HumanBreastIDC9.08e-11-6.13e-010.1081
3491CYR61GSM4909288HumanBreastIDC5.37e-03-5.95e-010.0988
3491CYR61GSM4909290HumanBreastIDC1.99e-06-5.52e-010.2096
3491CYR61GSM4909293HumanBreastIDC1.46e-14-6.82e-010.1581
3491CYR61GSM4909294HumanBreastIDC9.17e-15-6.41e-010.2022
3491CYR61GSM4909297HumanBreastIDC1.98e-08-5.33e-010.1517
3491CYR61GSM4909301HumanBreastIDC1.68e-03-4.69e-010.1577
3491CYR61GSM4909304HumanBreastIDC1.62e-07-5.51e-010.1636
3491CYR61GSM4909307HumanBreastIDC3.34e-18-7.11e-010.1569
3491CYR61GSM4909308HumanBreastIDC3.78e-15-6.82e-010.158
3491CYR61GSM4909311HumanBreastIDC6.70e-20-6.85e-010.1534
3491CYR61GSM4909315HumanBreastIDC8.71e-17-6.96e-010.21
3491CYR61GSM4909316HumanBreastIDC4.40e-07-7.37e-010.21
3491CYR61GSM4909317HumanBreastIDC4.92e-09-5.86e-010.1355
3491CYR61GSM4909318HumanBreastIDC8.10e-06-7.99e-010.2031
3491CYR61GSM4909319HumanBreastIDC7.66e-25-7.10e-010.1563
3491CYR61GSM4909320HumanBreastIDC3.71e-10-7.58e-010.1575
3491CYR61GSM4909321HumanBreastIDC3.68e-03-3.19e-010.1559
3491CYR61ctrl6HumanBreastPrecancer2.05e-045.48e-01-0.0061
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
CYR61SNVMissense_Mutationc.490N>Ap.Asp164Asnp.D164NO00622protein_codingtolerated(0.14)benign(0.214)TCGA-A8-A090-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CYR61SNVMissense_Mutationc.685N>Cp.Cys229Argp.C229RO00622protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CYR61SNVMissense_Mutationc.769N>Cp.Glu257Glnp.E257QO00622protein_codingtolerated(0.9)benign(0.014)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
CYR61insertionNonsense_Mutationnovelc.622_623insCCGCGCTCGCCCCGGGCTACTCCTGCGCGCCACAATGp.Lys208ThrfsTer13p.K208Tfs*13O00622protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CYR61SNVMissense_Mutationc.796N>Tp.Ile266Phep.I266FO00622protein_codingdeleterious(0.01)benign(0.378)TCGA-EK-A3GN-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
CYR61SNVMissense_Mutationnovelc.892T>Cp.Phe298Leup.F298LO00622protein_codingtolerated(0.61)benign(0.006)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CYR61SNVMissense_Mutationc.848N>Ap.Gly283Aspp.G283DO00622protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CYR61SNVMissense_Mutationnovelc.767N>Ap.Pro256Hisp.P256HO00622protein_codingdeleterious(0.02)possibly_damaging(0.828)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CYR61SNVMissense_Mutationnovelc.767N>Ap.Pro256Hisp.P256HO00622protein_codingdeleterious(0.02)possibly_damaging(0.828)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CYR61SNVMissense_Mutationc.1010N>Ap.Cys337Tyrp.C337YO00622protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0R6-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapytaxolPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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